{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "In a sweep between 14.928133333333333°C and 35.080866666666665°C\n",
      "with a speed of roughly 16.45121088435374°C per hour\n",
      "we see a voltage tempco of roughly 0.024405291581866405 ppm/k\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import FormatStrFormatter\n",
    "\n",
    "# Fetch data\n",
    "columns = [\"Time\", \"Arroyo TECSource Chamber Temp\", \"3458A Vz\"]\n",
    "raw=pd.read_csv(\"https://raw.githubusercontent.com/marcoreps/multiinstrumentalist/master/csv/20230129-120612_ADRmu3_15_35_TC_sweep.csv\", usecols=columns)\n",
    "\n",
    "# Use datetime as index\n",
    "raw[\"Time\"] = pd.to_datetime(raw[\"Time\"])\n",
    "raw = raw.set_index(pd.DatetimeIndex(raw[\"Time\"]))\n",
    "raw = raw.drop('Time', axis=1)\n",
    "\n",
    "raw=raw.resample('30s').mean()\n",
    "plt.rcParams[\"figure.figsize\"] = [14, 7]\n",
    "fig, ax = plt.subplots()\n",
    "twin1 = ax.twinx()\n",
    "twin1.set_ylabel(\"Temperature (°C)\")\n",
    "ax.grid()\n",
    "ax.set(xlabel='time', ylabel='Output Voltage (V)', title='ADRmu3 Voltage vs ambient temperature')\n",
    "ax.plot(raw.iloc[:,1])\n",
    "twin1.plot(raw.iloc[:,0])\n",
    "ax.yaxis.set_major_formatter(FormatStrFormatter('%.7f'))\n",
    "plt.show()\n",
    "print(\"In a sweep between \"+str(raw[\"Arroyo TECSource Chamber Temp\"].min())+\"°C and \"+str(raw[\"Arroyo TECSource Chamber Temp\"].max())+\"°C\")\n",
    "time_range=(raw.index.max() - raw.index.min()).total_seconds()\n",
    "temperature_range=raw[\"Arroyo TECSource Chamber Temp\"].max()-raw[\"Arroyo TECSource Chamber Temp\"].min()\n",
    "voltage_range=raw[\"3458A Vz\"].max()-raw[\"3458A Vz\"].min()\n",
    "print(\"with a speed of roughly \"+str(temperature_range/(time_range/3600)*2)+\"°C per hour\")\n",
    "print(\"we see a voltage tempco of roughly \"+str((voltage_range/.00001)/temperature_range)+\" ppm/k\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
